Title :
Informatics of spike trains in neuronal ensemble
Author :
Yan, Xiaogang ; Lee, Tai Sing
Author_Institution :
Dept. of Comput. Sci., Carnegie Mellon Univ., Pittsburgh, PA, USA
Abstract :
Information-is encoded in the spike trains of neurons in the brain. However, the distribution of information is not uniform over time in a spike train, nor is information carried by neurons individually. Here, based on Receiver-Operating-Characteristics (ROC), the authors developed a method to evaluate the information carried in the spike trains of ensembles of neurons in different time windows across different time scales, While we found that different types of information is carried in different time windows, and in general, including more neurons in the analysis increases the amount of information, but the ratio of the increment decreases with each addition
Keywords :
brain; cellular transport; neurophysiology; Receiver-Operating-Characteristics; neural coding; neuronal ensemble; spike analysis; spike trains informatics; time windows; Animals; Cognition; Computer science; Electrodes; Histograms; Informatics; Information analysis; Neurons; Signal analysis; Timing;
Conference_Titel :
Engineering in Medicine and Biology Society, 2000. Proceedings of the 22nd Annual International Conference of the IEEE
Conference_Location :
Chicago, IL
Print_ISBN :
0-7803-6465-1
DOI :
10.1109/IEMBS.2000.900795